Institute of Health Informatics, University College London (UCL), London, UK.
Department of Ophthalmology, University of Washington, Seattle, Washington, USA.
Clin Transl Sci. 2021 May;14(3):1166-1175. doi: 10.1111/cts.12974. Epub 2021 Mar 2.
One-in-four ophthalmology trials are single-armed, which poses challenges to their interpretation. We demonstrate how real-world cohorts used as external/synthetic control arms can contextualize such trials. We herein emulated a target trial on the intention-to-treat efficacy of off-label bevacizumab (q6w) pro re nata relative to fixed-interval aflibercept (q8w) for improving week 54 visual acuity of eyes affected by neovascular age-related macular degeneration. The bevacizumab arm (n = 65) was taken from the ABC randomized controlled trial. A total of 4,471 aflibercept-treated eyes aligning with the ABC trial eligibility were identified from electronic health records and synthetic control arms were created by emulating randomization conditional on age, sex, and baseline visual read via exact matching and propensity score methods. We undertook an inferiority analysis on mean difference at 54 weeks; outcomes regression on achieving a change in visual acuity of greater than or equal to 15, greater than or equal to 10, and less than or equal to -15 Early Treatment Diabetic Retinopathy (ETDRS) letters at week 54; and a time-to-event analysis on achieving a change in visual acuity of greater than or equal to 15, greater than or equal to 10, and less than or equal to -15 ETDRS letters by week 54. The findings suggest off-label bevacizumab to be neither inferior nor superior to licensed aflibercept. Our study highlights how real-world cohorts representing the counterfactual intervention could aid the interpretation of single-armed trials when analyzed in accord to the target trial framework. Study Highlights WHAT IS THE CURRENT KNOWLEDGE ON THE TOPIC? One-in-four randomized controlled trials in ophthalmology are single-armed, which poses challenges for interpreting their efficacy relative to standard of care. Recent conceptual advances in the methods of causal inference and in the emulation of target trials suggests that the standard-of-care arms representing the counterfactual intervention can be approximated with observational data. WHAT QUESTION DID THIS STUDY ADDRESS? How real-world cohorts representing the counterfactual intervention can aid the interpretation of single-armed ophthalmological trials. WHAT DOES THIS STUDY ADD TO OUR KNOWLEDGE? Our study highlights how real-world cohorts representing the counterfactual intervention could aid the interpretation of single-armed ophthalmological trials when undertaken in accord with the target trial framework. HOW MIGHT THIS CHANGE CLINICAL PHARMACOLOGY OR TRANSLATIONAL SCIENCE? External counterfactual arms could reduce the time and cost to reach potential regulatory approval.
四分之一的眼科试验是单臂的,这给其解释带来了挑战。我们展示了如何使用真实世界的队列作为外部/合成对照臂来使此类试验具有背景。在此,我们模拟了一项关于非标签bevacizumab(q6w)按需治疗与固定间隔 aflibercept(q8w)相比,提高新生血管性年龄相关性黄斑变性影响的眼的第 54 周视力的目标试验。bevacizumab 组(n = 65)取自 ABC 随机对照试验。通过电子健康记录识别出与 ABC 试验资格相符的共 4471 只 aflibercept 治疗眼,并通过精确匹配和倾向评分方法,基于年龄、性别和基线视力进行随机模拟创建了合成对照臂。我们对第 54 周的平均差异进行了劣效性分析;对第 54 周视力提高大于或等于 15、大于或等于 10 和小于或等于-15 的 ETDRS 字母的比例进行了结局回归;对第 54 周视力提高大于或等于 15、大于或等于 10 和小于或等于-15 的 ETDRS 字母的比例进行了时间事件分析。结果表明,非标签 bevacizumab 既不比有标签 aflibercept 差,也不比其好。我们的研究强调了如何使用代表反事实干预的真实世界队列来协助分析符合目标试验框架的单臂试验的解释。